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Semiconductor & ElectronicsArmeniaCo-Build

AI Co-Pilot Agents for Hardware Design Automation

Natural language to executable design scripts using structured generation and constraint reasoning.

Client: Leading semiconductor company

Engineers needed to write lengthy, error-prone scripts for FPGA and SoC design flows. Manual scripting was slow and required deep syntax knowledge of domain-specific languages.

We built three AI agents for structured code generation. The Design Co-Pilot converts English descriptions into executable TCL and shell scripts using grammar-guided generation, constraint reasoning, entity resolution, and context tracking. A second agent handles English-to-Configurator TCL generation. The third agent uses RAG over documentation and logs for automated root cause analysis of design and build failures.

01Generates valid executable scripts from natural language
02Handles multi-level complexity
03Automated root cause analysis from log inputs
04Deployed for design and QA teams
PythonLLM (Structured Generation)Grammar-Guided DecodingRAGTCLCustom DSL ParserVector DB